Automatic conversion of OSM data into LULC maps: comparing FOSS4G based approaches towards an enhanced performance

Detalhes bibliográficos
Autor(a) principal: Patriarca, J.
Data de Publicação: 2019
Outros Autores: Fonte, C. C., Estima, J., Almeida, J.-P. de, Cardoso, A.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10316/92875
https://doi.org/10.1186/s40965-019-0070-2
Resumo: OSM2LULC is a software package developed to automatically convert OpenStreetMap (OSM) data into Land Use Land Cover (LULC) maps using Free and Open Source Software for Geospatial (FOSS4G) tools. It needs to be highly efficient given the increasing detail of OSM data and the need to apply it to large extent regions. In this article, a comparison between the implementation of OSM2LULC in different available GIS platforms is made using both vector and raster data structures, which resulted in different versions. A description of the differences of each version is made and, to assess their performance, they were applied to four different study areas with different characteristics, in terms of available OSM data and area size. The performance of each version was evaluated taking into account: the overall processing time required to obtain LULC maps; and differences in the results obtained when different data structures (vector and raster) were used. Results showed that the adoption of a strategy that favors interoperability between FOSS4G and the combined use of both vector and raster data promotes a performance increase. After analysing the topological relationships of OSM data, the conversion to raster data format and the execution of procedural parts with such data indicated significant performance gains, without any positional distortions that significantly compromise the applicability of the final result in further case scenarios.
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spelling Automatic conversion of OSM data into LULC maps: comparing FOSS4G based approaches towards an enhanced performanceGIS performanceFOSS4GInteroperabilityOSM to LULCOSM2LULC is a software package developed to automatically convert OpenStreetMap (OSM) data into Land Use Land Cover (LULC) maps using Free and Open Source Software for Geospatial (FOSS4G) tools. It needs to be highly efficient given the increasing detail of OSM data and the need to apply it to large extent regions. In this article, a comparison between the implementation of OSM2LULC in different available GIS platforms is made using both vector and raster data structures, which resulted in different versions. A description of the differences of each version is made and, to assess their performance, they were applied to four different study areas with different characteristics, in terms of available OSM data and area size. The performance of each version was evaluated taking into account: the overall processing time required to obtain LULC maps; and differences in the results obtained when different data structures (vector and raster) were used. Results showed that the adoption of a strategy that favors interoperability between FOSS4G and the combined use of both vector and raster data promotes a performance increase. After analysing the topological relationships of OSM data, the conversion to raster data format and the execution of procedural parts with such data indicated significant performance gains, without any positional distortions that significantly compromise the applicability of the final result in further case scenarios.031F-0B41-BD02 | José-Paulo Elvas DUARTE de ALMEIDAN/ASpringer Nature2019-12info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/10316/92875http://hdl.handle.net/10316/92875https://doi.org/10.1186/s40965-019-0070-2eng2363-7501BASE:eb38ff265e19a046f7355af274c4abab2281454725b172434c66e3cb164c3834cv-prod-1094644Patriarca, J.Fonte, C. C.Estima, J.Almeida, J.-P. deCardoso, A.info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2022-05-25T03:02:34Zoai:estudogeral.uc.pt:10316/92875Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T21:11:54.851118Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Automatic conversion of OSM data into LULC maps: comparing FOSS4G based approaches towards an enhanced performance
title Automatic conversion of OSM data into LULC maps: comparing FOSS4G based approaches towards an enhanced performance
spellingShingle Automatic conversion of OSM data into LULC maps: comparing FOSS4G based approaches towards an enhanced performance
Patriarca, J.
GIS performance
FOSS4G
Interoperability
OSM to LULC
title_short Automatic conversion of OSM data into LULC maps: comparing FOSS4G based approaches towards an enhanced performance
title_full Automatic conversion of OSM data into LULC maps: comparing FOSS4G based approaches towards an enhanced performance
title_fullStr Automatic conversion of OSM data into LULC maps: comparing FOSS4G based approaches towards an enhanced performance
title_full_unstemmed Automatic conversion of OSM data into LULC maps: comparing FOSS4G based approaches towards an enhanced performance
title_sort Automatic conversion of OSM data into LULC maps: comparing FOSS4G based approaches towards an enhanced performance
author Patriarca, J.
author_facet Patriarca, J.
Fonte, C. C.
Estima, J.
Almeida, J.-P. de
Cardoso, A.
author_role author
author2 Fonte, C. C.
Estima, J.
Almeida, J.-P. de
Cardoso, A.
author2_role author
author
author
author
dc.contributor.author.fl_str_mv Patriarca, J.
Fonte, C. C.
Estima, J.
Almeida, J.-P. de
Cardoso, A.
dc.subject.por.fl_str_mv GIS performance
FOSS4G
Interoperability
OSM to LULC
topic GIS performance
FOSS4G
Interoperability
OSM to LULC
description OSM2LULC is a software package developed to automatically convert OpenStreetMap (OSM) data into Land Use Land Cover (LULC) maps using Free and Open Source Software for Geospatial (FOSS4G) tools. It needs to be highly efficient given the increasing detail of OSM data and the need to apply it to large extent regions. In this article, a comparison between the implementation of OSM2LULC in different available GIS platforms is made using both vector and raster data structures, which resulted in different versions. A description of the differences of each version is made and, to assess their performance, they were applied to four different study areas with different characteristics, in terms of available OSM data and area size. The performance of each version was evaluated taking into account: the overall processing time required to obtain LULC maps; and differences in the results obtained when different data structures (vector and raster) were used. Results showed that the adoption of a strategy that favors interoperability between FOSS4G and the combined use of both vector and raster data promotes a performance increase. After analysing the topological relationships of OSM data, the conversion to raster data format and the execution of procedural parts with such data indicated significant performance gains, without any positional distortions that significantly compromise the applicability of the final result in further case scenarios.
publishDate 2019
dc.date.none.fl_str_mv 2019-12
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10316/92875
http://hdl.handle.net/10316/92875
https://doi.org/10.1186/s40965-019-0070-2
url http://hdl.handle.net/10316/92875
https://doi.org/10.1186/s40965-019-0070-2
dc.language.iso.fl_str_mv eng
language eng
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cv-prod-1094644
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
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dc.publisher.none.fl_str_mv Springer Nature
publisher.none.fl_str_mv Springer Nature
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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